{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](http://colab.research.google.com/github/DHI/tsod/blob/main/notebooks/Getting%20started.ipynb)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# if you run this on Colab, don't forget to install tsod first\n",
    "# pip install tsod # from PyPI\n",
    "# pip install https://github.com/DHI/tsod/archive/main.zip # dev version\n",
    "import tsod"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "                        value\n",
       "datetime                     \n",
       "2000-01-01 00:00:00  0.000000\n",
       "2000-01-01 01:00:00  1.152781\n",
       "2000-01-01 02:00:00  1.450556\n",
       "2000-01-01 03:00:00  0.958643\n",
       "2000-01-01 04:00:00  1.174895"
      ],
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>value</th>\n    </tr>\n    <tr>\n      <th>datetime</th>\n      <th></th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>2000-01-01 00:00:00</th>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>2000-01-01 01:00:00</th>\n      <td>1.152781</td>\n    </tr>\n    <tr>\n      <th>2000-01-01 02:00:00</th>\n      <td>1.450556</td>\n    </tr>\n    <tr>\n      <th>2000-01-01 03:00:00</th>\n      <td>0.958643</td>\n    </tr>\n    <tr>\n      <th>2000-01-01 04:00:00</th>\n      <td>1.174895</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "execution_count": 4
    }
   ],
   "source": [
    "df = pd.read_csv(\"https://raw.githubusercontent.com/DHI/tsod/main/tests/data/example.csv\", parse_dates=True, index_col=0)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "series = df.value"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "pandas.core.series.Series"
      ]
     },
     "metadata": {},
     "execution_count": 6
    }
   ],
   "source": [
    "type(series)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Range"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "datetime\n",
       "2000-01-01 00:00:00    0.0\n",
       "2000-01-01 13:00:00    3.0\n",
       "2000-01-01 14:00:00    3.0\n",
       "2000-01-03 07:00:00    2.5\n",
       "2000-01-04 15:00:00    0.0\n",
       "Name: value, dtype: float64"
      ]
     },
     "metadata": {},
     "execution_count": 7
    }
   ],
   "source": [
    "\n",
    "rd = tsod.RangeDetector(min_value=0.01, max_value=2.0)\n",
    "\n",
    "res = rd.detect(series)\n",
    "series[res]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x20d8480c8e0>"
      ]
     },
     "metadata": {},
     "execution_count": 8
    },
    {
     "output_type": "display_data",
     "data": {
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "plt.plot(series)\n",
    "plt.plot(series[res], 'ro',label='Anomaly')\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Constant value"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "datetime\n",
       "2000-01-02 00:00:00    1.0\n",
       "2000-01-02 01:00:00    1.0\n",
       "2000-01-02 02:00:00    1.0\n",
       "2000-01-02 03:00:00    1.0\n",
       "2000-01-02 04:00:00    1.0\n",
       "2000-01-02 05:00:00    1.0\n",
       "2000-01-02 06:00:00    1.0\n",
       "2000-01-02 07:00:00    1.0\n",
       "2000-01-02 08:00:00    1.0\n",
       "2000-01-02 09:00:00    1.0\n",
       "2000-01-02 10:00:00    1.0\n",
       "2000-01-02 11:00:00    1.0\n",
       "2000-01-02 12:00:00    1.0\n",
       "Name: value, dtype: float64"
      ]
     },
     "metadata": {},
     "execution_count": 9
    }
   ],
   "source": [
    "cd = tsod.ConstantValueDetector()\n",
    "\n",
    "res = cd.detect(series)\n",
    "series[res]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x20d84bd1670>"
      ]
     },
     "metadata": {},
     "execution_count": 10
    },
    {
     "output_type": "display_data",
     "data": {
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "plt.plot(series)\n",
    "plt.plot(series[res], 'ro',label='Anomaly')\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Combination"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "datetime\n",
       "2000-01-01 13:00:00    3.0\n",
       "2000-01-01 14:00:00    3.0\n",
       "2000-01-02 00:00:00    1.0\n",
       "2000-01-02 01:00:00    1.0\n",
       "2000-01-02 02:00:00    1.0\n",
       "2000-01-02 03:00:00    1.0\n",
       "2000-01-02 04:00:00    1.0\n",
       "2000-01-02 05:00:00    1.0\n",
       "2000-01-02 06:00:00    1.0\n",
       "2000-01-02 07:00:00    1.0\n",
       "2000-01-02 08:00:00    1.0\n",
       "2000-01-02 09:00:00    1.0\n",
       "2000-01-02 10:00:00    1.0\n",
       "2000-01-02 11:00:00    1.0\n",
       "2000-01-02 12:00:00    1.0\n",
       "2000-01-03 07:00:00    2.5\n",
       "Name: value, dtype: float64"
      ]
     },
     "metadata": {},
     "execution_count": 11
    }
   ],
   "source": [
    "combined = tsod.CombinedDetector([tsod.RangeDetector(max_value=2.0),\n",
    "                                     tsod.ConstantValueDetector()])\n",
    "\n",
    "res = combined.detect(series)\n",
    "series[res]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x20d84c28d30>"
      ]
     },
     "metadata": {},
     "execution_count": 12
    },
    {
     "output_type": "display_data",
     "data": {
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "plt.plot(series)\n",
    "plt.plot(series[res], 'ro',label='Anomaly')\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Constant gradient"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "cgd = tsod.ConstantGradientDetector()\n",
    "\n",
    "res = cgd.detect(series)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
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     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "plt.figure(figsize=(16,4))\n",
    "plt.plot(series)\n",
    "plt.plot(series[res], 'ro',label='Anomaly')\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Gradient"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'GradientDetector(1.153/hr)')"
      ]
     },
     "metadata": {},
     "execution_count": 19
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 1152x288 with 1 Axes>",
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     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "magd = tsod.GradientDetector()\n",
    "\n",
    "magd.fit(series[0:10])\n",
    "\n",
    "res = magd.detect(series)\n",
    "plt.figure(figsize=(16,4))\n",
    "plt.plot(series)\n",
    "plt.plot(series[res], 'ro',label='Anomaly')\n",
    "plt.legend()\n",
    "plt.title(magd)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Rolling standard deviation\n",
    "\n",
    "Can be used to detect sudden large variations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "metadata": {},
     "execution_count": 16
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
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     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "normal_data = pd.Series(np.random.normal(size=100,scale=0.3) + 10.0*np.sin(np.linspace(0,2*np.pi,num=100)))\n",
    "abnormal_data = pd.Series(np.random.normal(size=20,scale=5.0) + normal_data.iloc[-1])\n",
    "\n",
    "all_data = pd.concat([normal_data,abnormal_data,normal_data[21:]],ignore_index=True)\n",
    "\n",
    "all_data[150]= 5.0\n",
    "\n",
    "all_data.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "All data is within an acceptable range, but the variation is larger than expected and thus an anomaly."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'RollingStandardDeviationDetector(window_size:10, max_std:2.031802367470228)')"
      ]
     },
     "metadata": {},
     "execution_count": 17
    },
    {
     "output_type": "display_data",
     "data": {
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "rsd = tsod.RollingStandardDeviationDetector(window_size=10, center=True)\n",
    "\n",
    "rsd.fit(normal_data)\n",
    "\n",
    "res = rsd.detect(all_data)\n",
    "plt.figure(figsize=(16,4))\n",
    "plt.plot(all_data)\n",
    "plt.plot(all_data[res], 'ro',label='Anomaly')\n",
    "plt.legend()\n",
    "plt.title(rsd)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Diff\n",
    "\n",
    "The diff detector detects sudden changes, without consideration of the time elapsed "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<tsod.detectors.DiffDetector at 0x20d84e7b130>"
      ]
     },
     "metadata": {},
     "execution_count": 20
    }
   ],
   "source": [
    "drd = tsod.DiffDetector()\n",
    "\n",
    "drd.fit(normal_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'DiffDetector')"
      ]
     },
     "metadata": {},
     "execution_count": 21
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 1152x288 with 1 Axes>",
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "res = drd.detect(all_data)\n",
    "plt.figure(figsize=(16,4))\n",
    "plt.plot(all_data)\n",
    "plt.plot(all_data[res], 'ro',label='Anomaly')\n",
    "plt.legend()\n",
    "plt.title(drd)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "name": "python385jvsc74a57bd004089dccd669f5475382045dd9eff7870585234f8cdbd51ae6db76ccd1cd85e5",
   "display_name": "Python 3.8.5 64-bit ('base': conda)"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}